Project Group data_dudes_13 - 13: interactivity

Traffic Collision Data

Monthly Collision Data Across All Years

Weekly Collision Data

Hourly Collisions

Across Seasons

<folium.plugins.fast_marker_cluster.FastMarkerCluster at 0x2d3370090>

Make this Notebook Trusted to load map: File -> Trust Notebook

<folium.plugins.fast_marker_cluster.FastMarkerCluster at 0x2d3ec0ed0>

Make this Notebook Trusted to load map: File -> Trust Notebook

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<folium.map.Marker at 0x2d40d3d90>

<folium.map.Marker at 0x2d40d1990>

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<folium.map.Marker at 0x2d515ec10>

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<folium.map.Marker at 0x2d4f56d90>

<folium.map.Marker at 0x2d40c7d90>

<folium.map.Marker at 0x2d40c5b10>

<folium.map.Marker at 0x2d40c4050>

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<folium.map.Marker at 0x2d40e3450>

<folium.map.Marker at 0x2d4defa90>

<folium.map.Marker at 0x2d40c63d0>

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<folium.map.Marker at 0x2d40bfc10>

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<folium.map.Marker at 0x2d40bc250>

<folium.map.Marker at 0x2d513e510>

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<folium.map.Marker at 0x2d40e27d0>

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<folium.map.Marker at 0x2d40e8bd0>

<folium.map.Marker at 0x2d40f3490>

<folium.map.Marker at 0x2d40bd090>

<folium.map.Marker at 0x2d4465890>

<folium.map.Marker at 0x2d40c4d50>

<folium.map.Marker at 0x2d4ec5b90>

<folium.map.Marker at 0x2d44670d0>

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<folium.map.Marker at 0x2d40bcd10>

<folium.map.Marker at 0x2d40bf5d0>

<folium.map.Marker at 0x2d4466e10>

<folium.map.Marker at 0x2d4464a90>

<folium.map.Marker at 0x2d4466090>

<folium.map.Marker at 0x2d40c6b90>

<folium.map.Marker at 0x2d40be910>

<folium.map.Marker at 0x2d40c5090>

<folium.map.Marker at 0x2d513e650>

<folium.map.Marker at 0x2d40b5410>

<folium.map.Marker at 0x2d40b5a50>

<folium.map.Marker at 0x2d4465350>

<folium.map.Marker at 0x2d3506690>

<folium.map.Marker at 0x2d4466c10>

<folium.map.Marker at 0x2d40c4350>

<folium.map.Marker at 0x2d3507b10>

<folium.map.Marker at 0x2d40bd650>

<folium.map.Marker at 0x2d40e2610>

<folium.map.Marker at 0x2d40afdd0>

<folium.map.Marker at 0x2d4466610>

<folium.map.Marker at 0x2d40b75d0>

<folium.map.Marker at 0x2d40af350>

<folium.map.Marker at 0x2d40b4610>

<folium.map.Marker at 0x2d40be3d0>

<folium.map.Marker at 0x2d40ad050>

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<folium.map.Marker at 0x2d40c5950>

<folium.map.Marker at 0x2d40b65d0>

<folium.map.Marker at 0x2d40afd90>

<folium.map.Marker at 0x2d4254c10>

<folium.map.Marker at 0x2d4255a10>

<folium.map.Marker at 0x2d40bd590>

<folium.map.Marker at 0x2d40d1e50>

<folium.map.Marker at 0x2d42543d0>

<folium.map.Marker at 0x2d4255090>

<folium.map.Marker at 0x2d40c62d0>

<folium.map.Marker at 0x2d4467f10>

<folium.map.Marker at 0x2d40c6c50>

<folium.map.Marker at 0x2d42564d0>

<folium.map.Marker at 0x2d40b7250>

<folium.map.Marker at 0x2d4257e50>

<folium.map.Marker at 0x2d42550d0>

<folium.map.Marker at 0x2d40a7ed0>

<folium.map.Marker at 0x2d40a5690>

<folium.map.Marker at 0x2d40b6790>

<folium.map.Marker at 0x2d40a7490>

<folium.map.Marker at 0x2d40a7b10>

<folium.map.Marker at 0x2d4467450>

<folium.map.Marker at 0x2d40bd610>

<folium.map.Marker at 0x2d40bff10>

<folium.map.Marker at 0x2d40ad090>

<folium.map.Marker at 0x2d4254350>

<folium.map.Marker at 0x2d409c6d0>

<folium.map.Marker at 0x2d4255a90>

<folium.map.Marker at 0x2d40bd3d0>

<folium.map.Marker at 0x2d42565d0>

<folium.map.Marker at 0x2d4466650>

<folium.map.Marker at 0x2d40a5810>

<folium.map.Marker at 0x2d40affd0>

<folium.map.Marker at 0x2d4256950>

<folium.map.Marker at 0x2d409fc90>

<folium.map.Marker at 0x2d40af610>

<folium.map.Marker at 0x2d40bdc10>

<folium.map.Marker at 0x2d40976d0>

<folium.map.Marker at 0x2d47d7b90>

<folium.map.Marker at 0x2d40b4450>

<folium.map.Marker at 0x2d4765490>

<folium.map.Marker at 0x2d40c53d0>

<folium.map.Marker at 0x2d4466b50>

<folium.map.Marker at 0x2d40d3ed0>

<folium.map.Marker at 0x2d40ad210>

<folium.map.Marker at 0x2d40a6410>

<folium.map.Marker at 0x2d4097310>

<folium.map.Marker at 0x2d40e9190>

<folium.map.Marker at 0x2d408f550>

<folium.map.Marker at 0x2d408e490>

<folium.map.Marker at 0x2d4095450>

<folium.map.Marker at 0x2d40a6110>

<folium.map.Marker at 0x2d408c2d0>

<folium.map.Marker at 0x2d40f1490>

<folium.map.Marker at 0x2d4094a90>

<folium.map.Marker at 0x2d408c0d0>

<folium.map.Marker at 0x2d40a7090>

<folium.map.Marker at 0x2d40e3f10>

<folium.map.Marker at 0x2d4256e50>

<folium.map.Marker at 0x2d40867d0>

<folium.map.Marker at 0x2d4087290>

<folium.map.Marker at 0x2d40ebed0>

<folium.map.Marker at 0x2d40c7110>

<folium.map.Marker at 0x2d40e2c90>

<folium.map.Marker at 0x2d4084310>

<folium.map.Marker at 0x2d3506a50>

<folium.map.Marker at 0x2d407aa50>

<folium.map.Marker at 0x2d40e8a90>

<folium.map.Marker at 0x2d40eb4d0>

<folium.map.Marker at 0x2d484bad0>

<folium.map.Marker at 0x2d40eae90>

<folium.map.Marker at 0x2d4079950>

<folium.map.Marker at 0x2d409d810>

<folium.map.Marker at 0x2d40d0e50>

<folium.map.Marker at 0x2d4078f50>

<folium.map.Marker at 0x2d40e2550>

<folium.map.Marker at 0x2d40c4690>

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<folium.map.Marker at 0x2d4071550>

<folium.map.Marker at 0x2d4071d10>

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<folium.map.Marker at 0x2d4070a50>

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<folium.map.Marker at 0x2d40e0610>

<folium.map.Marker at 0x2d4466ed0>

<folium.map.Marker at 0x2d40707d0>

<folium.map.Marker at 0x2d407bd50>

<folium.map.Marker at 0x2d40691d0>

<folium.map.Marker at 0x2d406b850>

<folium.map.Marker at 0x2d4073250>

<folium.map.Marker at 0x2d406a5d0>

<folium.map.Marker at 0x2d40c6f50>

<folium.map.Marker at 0x2d40721d0>

<folium.map.Marker at 0x2d406b6d0>

<folium.map.Marker at 0x2d40e0cd0>

<folium.map.Marker at 0x2d4070350>

<folium.map.Marker at 0x2d4068710>

<folium.map.Marker at 0x2d405b3d0>

<folium.map.Marker at 0x2d40eb310>

<folium.map.Marker at 0x2d4059c50>

<folium.map.Marker at 0x2d405a490>

<folium.map.Marker at 0x2d409e310>

<folium.map.Marker at 0x2d40e9550>

<folium.map.Marker at 0x2d4069450>

<folium.map.Marker at 0x2d40e0f10>

<folium.map.Marker at 0x2d40e3590>

<folium.map.Marker at 0x2d405bad0>

<folium.map.Marker at 0x2d4059710>

<folium.map.Marker at 0x2d4052cd0>

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<folium.map.Marker at 0x2d4257810>

<folium.map.Marker at 0x2d40a6510>

<folium.map.Marker at 0x2d4255650>

<folium.map.Marker at 0x2d408f610>

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<folium.map.Marker at 0x2d40b5010>

<folium.map.Marker at 0x2d404d490>

<folium.map.Marker at 0x2d409c610>

<folium.map.Marker at 0x2d4257490>

<folium.map.Marker at 0x2d515f350>

<folium.map.Marker at 0x2d409e210>

<folium.map.Marker at 0x2d404e050>

<folium.map.Marker at 0x2d40bedd0>

<folium.map.Marker at 0x2d404db90>

<folium.map.Marker at 0x2d40bf750>

<folium.map.Marker at 0x2d408e6d0>

<folium.map.Marker at 0x2d404f8d0>

<folium.map.Marker at 0x2d409ccd0>

<folium.map.Marker at 0x2d40b4250>

<folium.map.Marker at 0x2d40525d0>

<folium.map.Marker at 0x2d4045690>

<folium.map.Marker at 0x2d408c7d0>

<folium.map.Marker at 0x2d4044310>

<folium.map.Marker at 0x2d4466a50>

<folium.map.Marker at 0x2d404f1d0>

<folium.map.Marker at 0x2d4087b90>

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<folium.map.Marker at 0x2d4086010>

<folium.map.Marker at 0x2d409f050>

<folium.map.Marker at 0x2d4046a90>

<folium.map.Marker at 0x2d4045350>

<folium.map.Marker at 0x2d403f7d0>

<folium.map.Marker at 0x2d40bfd10>

<folium.map.Marker at 0x2d403f690>

<folium.map.Marker at 0x2d408d450>

<folium.map.Marker at 0x2d4095210>

<folium.map.Marker at 0x2d408e050>

<folium.map.Marker at 0x2d404e8d0>

<folium.map.Marker at 0x2d403d110>

<folium.map.Marker at 0x2d406bf90>

<folium.map.Marker at 0x2d404ef90>

<folium.map.Marker at 0x2d4097710>

<folium.map.Marker at 0x2d4035090>

<folium.map.Marker at 0x2d403f950>

<folium.map.Marker at 0x2d40aeb90>

<folium.map.Marker at 0x2d4036650>

<folium.map.Marker at 0x2d4084a90>

<folium.map.Marker at 0x2d40a4410>

Make this Notebook Trusted to load map: File -> Trust Notebook

<folium.map.Marker at 0x2d4071a10>

<folium.map.Marker at 0x2d4128990>

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<folium.map.Marker at 0x2d3f84990>

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<folium.map.Marker at 0x2d4420810>

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<folium.map.Marker at 0x2d3f154d0>

<folium.map.Marker at 0x2d3f15b10>

<folium.map.Marker at 0x2d3f0ce10>

<folium.map.Marker at 0x2d402c190>

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<folium.map.Marker at 0x2d44c7210>

<folium.map.Marker at 0x2d3f0cf10>

<folium.map.Marker at 0x2d3f0eed0>

<folium.map.Marker at 0x2d3fa52d0>

<folium.map.Marker at 0x2d3fa68d0>

<folium.map.Marker at 0x2d4331d10>

<folium.map.Marker at 0x2d3f0f710>

<folium.map.Marker at 0x2d3f0fd90>

<folium.map.Marker at 0x2d3f2dd90>

<folium.map.Marker at 0x2d3f57450>

<folium.map.Marker at 0x2d4078c10>

<folium.map.Marker at 0x2d40e38d0>

<folium.map.Marker at 0x2d40215d0>

<folium.map.Marker at 0x2d4020510>

<folium.map.Marker at 0x2d4023fd0>

<folium.map.Marker at 0x2d3f0e990>

<folium.map.Marker at 0x2d4087a90>

<folium.map.Marker at 0x2d40f9c50>

<folium.map.Marker at 0x2d402e6d0>

<folium.map.Marker at 0x2d3f0d990>

<folium.map.Marker at 0x2d40f3cd0>

<folium.map.Marker at 0x2d3f0e510>

<folium.map.Marker at 0x2d3f17450>

<folium.map.Marker at 0x2d3f04650>

<folium.map.Marker at 0x2d3f05fd0>

<folium.map.Marker at 0x2d4022e50>

<folium.map.Marker at 0x2d3f5c850>

<folium.map.Marker at 0x2d3f05f10>

<folium.map.Marker at 0x2d3f15d10>

<folium.map.Marker at 0x2d3f07d50>

<folium.map.Marker at 0x2d3f00490>

<folium.map.Marker at 0x2d3f2d0d0>

<folium.map.Marker at 0x2d3f0df90>

<folium.map.Marker at 0x2d4009490>

<folium.map.Marker at 0x2d3f07e50>

<folium.map.Marker at 0x2d3f0ed90>

<folium.map.Marker at 0x2d3f02110>

<folium.map.Marker at 0x2d3f17150>

<folium.map.Marker at 0x2d4050cd0>

<folium.map.Marker at 0x2d3f15d90>

<folium.map.Marker at 0x2d3f050d0>

<folium.map.Marker at 0x2d414fc10>

<folium.map.Marker at 0x2d3f5db10>

<folium.map.Marker at 0x2d3f03290>

<folium.map.Marker at 0x2d414f3d0>

<folium.map.Marker at 0x2d3f03210>

<folium.map.Marker at 0x2d3f05850>

<folium.map.Marker at 0x2d414fe10>

<folium.map.Marker at 0x2d4020410>

<folium.map.Marker at 0x2d3f03e50>

<folium.map.Marker at 0x2d3f01dd0>

<folium.map.Marker at 0x2d3f00450>

<folium.map.Marker at 0x2d4285b90>

<folium.map.Marker at 0x2d3f00b10>

<folium.map.Marker at 0x2d3ef1290>

<folium.map.Marker at 0x2d3f04e50>

<folium.map.Marker at 0x2d40460d0>

<folium.map.Marker at 0x2d3f6ebd0>

<folium.map.Marker at 0x2d4109190>

<folium.map.Marker at 0x2d40e1890>

<folium.map.Marker at 0x2d4022250>

<folium.map.Marker at 0x2d3ee9a90>

<folium.map.Marker at 0x2d3f02710>

<folium.map.Marker at 0x2d40b56d0>

<folium.map.Marker at 0x2d41cb710>

<folium.map.Marker at 0x2d3f00d50>

<folium.map.Marker at 0x2d3f00890>

<folium.map.Marker at 0x2d4058c50>

<folium.map.Marker at 0x2d3f02510>

<folium.map.Marker at 0x2d3eeb0d0>

<folium.map.Marker at 0x2d40f8650>

<folium.map.Marker at 0x2d3f02d10>

<folium.map.Marker at 0x2d41cb150>

<folium.map.Marker at 0x2d408f410>

<folium.map.Marker at 0x2d3ee8810>

<folium.map.Marker at 0x2d3f055d0>

<folium.map.Marker at 0x2d40b6490>

<folium.map.Marker at 0x2d3ef2990>

<folium.map.Marker at 0x2d3f06410>

<folium.map.Marker at 0x2d3ef2410>

<folium.map.Marker at 0x2d40c86d0>

<folium.map.Marker at 0x2d404fc50>

<folium.map.Marker at 0x2d3f0c9d0>

<folium.map.Marker at 0x2d40f0290>

<folium.map.Marker at 0x2d403f3d0>

<folium.map.Marker at 0x2d3ee3610>

<folium.map.Marker at 0x2d3ee9590>

<folium.map.Marker at 0x2d4023cd0>

<folium.map.Marker at 0x2d3ee25d0>

<folium.map.Marker at 0x2d4023010>

<folium.map.Marker at 0x2d3f020d0>

<folium.map.Marker at 0x2d3f54d10>

<folium.map.Marker at 0x2d4023f50>

<folium.map.Marker at 0x2d40cb410>

<folium.map.Marker at 0x2d3f96f10>

<folium.map.Marker at 0x2d3ef1dd0>

<folium.map.Marker at 0x2d4421690>

<folium.map.Marker at 0x2d40c9050>

<folium.map.Marker at 0x2d3ef09d0>

<folium.map.Marker at 0x2d3ed8e10>

<folium.map.Marker at 0x2d3ed8c10>

<folium.map.Marker at 0x2d40cb150>

<folium.map.Marker at 0x2d42866d0>

<folium.map.Marker at 0x2d40c5e90>

<folium.map.Marker at 0x2d4023390>

<folium.map.Marker at 0x2d4020ed0>

<folium.map.Marker at 0x2d3f05210>

<folium.map.Marker at 0x2d40c9250>

<folium.map.Marker at 0x2d414e3d0>

<folium.map.Marker at 0x2d4094e50>

<folium.map.Marker at 0x2d3f07a50>

<folium.map.Marker at 0x2d4423150>

<folium.map.Marker at 0x2d34ee590>

<folium.map.Marker at 0x2d3ecea90>

<folium.map.Marker at 0x2d40a6190>

<folium.map.Marker at 0x2d3ecdb10>

<folium.map.Marker at 0x2d3ee3010>

<folium.map.Marker at 0x2d3f062d0>

<folium.map.Marker at 0x2d3ee2d90>

<folium.map.Marker at 0x2d4128d10>

<folium.map.Marker at 0x2d3eda010>

<folium.map.Marker at 0x2d414f710>

<folium.map.Marker at 0x2d3ece2d0>

<folium.map.Marker at 0x2d414ea50>

<folium.map.Marker at 0x2d3edb010>

<folium.map.Marker at 0x2d3f35050>

<folium.map.Marker at 0x2d414d610>

<folium.map.Marker at 0x2d3f01550>

<folium.map.Marker at 0x2d40f3910>

<folium.map.Marker at 0x2d3ed8590>

<folium.map.Marker at 0x2d3edbc90>

<folium.map.Marker at 0x2d3ed2450>

<folium.map.Marker at 0x2d3c9ce50>

<folium.map.Marker at 0x2d3c9f590>

<folium.map.Marker at 0x2d409f650>

<folium.map.Marker at 0x2d3ee2190>

<folium.map.Marker at 0x2d3ed0bd0>

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<folium.map.Marker at 0x2d3f03f50>

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<folium.map.Marker at 0x2d3f07450>

<folium.map.Marker at 0x2d3f07350>

<folium.map.Marker at 0x2d4465b90>

<folium.map.Marker at 0x2d3f06ad0>

<folium.map.Marker at 0x2d3f759d0>

<folium.map.Marker at 0x2d414d310>

<folium.map.Marker at 0x2d3ecf250>

<folium.map.Marker at 0x2d3f07a90>

<folium.map.Marker at 0x2d3ed3390>

<folium.map.Marker at 0x2d3ef39d0>

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Serious collisions, including collisions where pedestrians or cyclists are injured or killed is fairly widespread throughout NYC. Clustering can be used to reveal multi-block areas with elevated injuries and deaths that would be missed by tracking high-collision intersections. The 105th and 109th precincts in Queens and the 75th precinct in Brooklyn lead the city in total number of collisions. Areas with higher numbers of collisions tend to have higher numbers injuries or deaths (motorist, pedestrian, and cyclist). However pedestrian and cyclist injuries and deaths are not as strongly linked to the number of vehicle collisions. Surprisingly, pedestrian and cyclist injuries and deaths do not seem to correspond to density, suggesting that other factors like street design, signage, and traffic enforcement are important to reducing injuries and deaths. North Queens, much of Brooklyn, and midtown Manhattan stand out as having high numbers of pedestrian and cyclist injuries and deaths.